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zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-8bit-int8-affine

zecanard Gemma 4.6B second-order
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  • files 11
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  • author_summary 95 models
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
1K
53 last 30d - cooling
Likes
1
Model age
5mo ago
created 2026-05-08
Downloads over time
Now1.2K→from61↑1,915%
34508981.3K61 on May 61.2K on Oct 111.2K on Oct 8MayJunJulAugSepOct
May 6 → Oct 11 · 62 snapshots · spans 158 days

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
mlx safetensors gemma4 heretic uncensored decensored abliterated ara any-to-any en base_model:llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic base_model:quantized:llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic

Related

Total size
5.73 GB
Files
11
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-06-15 08:15

Files by quantization

Auxiliary files 11 files 5.76 GB
model-00001-of-00002.safetensors 5.00 GB 59f03f62 download
model-00002-of-00002.safetensors 752 MB 59dd7d61 download
tokenizer.json 30.7 MB a2619fe1 download
model.safetensors.index.json 250 KB ecaaa189 download
chat_template.jinja 17.9 KB 1c29e513 download
config.json 6.27 KB d7a3e8dd download
tokenizer_config.json 2.75 KB dc684e39 download
README.md 1.66 KB 198eb569 download
.gitattributes 1.53 KB 52373fe2 download
processor_config.json 902 B 13e92a44 download
generation_config.json 217 B ed42ae71 download

README current version from Hugging Face


license: apache-2.0
license_link: https://ai.google.dev/gemma/docs/gemma_4_license
pipeline_tag: any-to-any
tags:

  • mlx
  • heretic
  • uncensored
  • decensored
  • abliterated
  • ara
    base_model: llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic
    language: en
    library_name: mlx

🦆 zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-8bit-int8-affine

This model was converted to MLX from llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic using mlx-vlm version 0.6.3.
Please refer to the original model card for more details.

🌟 Quality

Quantized vision language model with an effective 9.693 bits per weight.

mlx_vlm.convert --quantize --q-group-size 32 --q-bits 8 --q-mode affine

🛠️ Customizations

This quant includes a bugfix for tools calling. It is aware of the current date, and also enables thinking (if available). You may disable this behavior by deleting the following line from the chat template, or changing true to false:

{%- set enable_thinking = true %}

You may need to adjust your environment’s Reasoning Section Parsing to recognize <|channel>thought as the Start String, and <channel|> as the End String.

🖥️ Use with mlx

pip install -U mlx-vlm
mlx_vlm.generate --model zecanard/gemma-4-E2B-it-ultra-uncensored-heretic-MLX-8bit-int8-affine --max-tokens 100 --temperature 0 --prompt "Describe this image." --image <path_to_image>

README history 3 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-06-12Add files using upload-large-folder tool06a88931.7 KB
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  2. 2026-06-12Add files using upload-large-folder tool98a2f8b1.7 KB
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  3. 2026-05-08Add files using upload-large-folder tool6519e151.6 KB
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